The authors argue that data leakage cannot explain the convention formation, collective bias, and critical mass dynamics seen in their LLM population experiments, and they add meta-prompting evidence that LLMs perceive the game as a two-player interaction.
Emergent social con- ventions and collective bias in llm populations.Science Advances, 11(20):eadu9368, 2025
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Reply to "Emergent LLM behaviors are observationally equivalent to data leakage"
The authors argue that data leakage cannot explain the convention formation, collective bias, and critical mass dynamics seen in their LLM population experiments, and they add meta-prompting evidence that LLMs perceive the game as a two-player interaction.